Ph.D. Thesis

Journal Publications


  • ANALYZING DATA INTO QUANTIZED COMPONENTS”, Konstantinos Diamantaras, Theophilos Papadimitriou, Konstantinos Goulianas. Έγινε δεκτό για Παρουσίαση-Δημοσίευση στα πρακτικά του Συνεδρίου IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) 2014 - Machine Learning for Signal Processing.
  • "Searching for the Occurences of a String in a Text using Artificial Neural Networks", Tsouros K. K., Adamopoulos M., Goulianas K. and Margaritis K.G.., 2nd Balkan Conference on Operational Research, 18-21 October 1993, Thessaloniki, pp. 784-794.


  • Searching for a Set of Properties Using Neural Networks“, Adamopoulos M., Goulianas K. and Margaritis K.G., 4th Panhellenic Conference in Informatics Ε. P. Υ., Patras, November 1993, Vol. ΙΙ, (pp 495-506).

  • "Structured Neural Networks for Iterative Solution of Linear Systems", Margaritis K.G., Adamopoulos M., Goulianas K.., 1st Greek Conference in Mathematics & Informatics, HERMIS, 22 - 26 September 1992 (pp 499-508).


  • Solution of Linear Systems with the Minimization of the Energy Function of a Neural Network“,  Margaritis K.G., Adamopoulos M., Goulianas K..
    Scientific Anniversary  of the University of Macedonia, Thessaloniki, Greece, 1993, Vol. ΧΙ, (pp 501-525).
  • "Solution of Linear Systems using Hopfield & Back-Propagation Neural Networks“,  Adamopoulos M., Margaritis K.G., Goulianas K..
    Anniversary of Engineering, Aristotle University of Thessaloniki, , 1992, (pp. 7.1-7.10).


  • Neural Networks
  • Machine Learning
  • Linear Algebra
  • Numerical Analysis
  • Signal Processing


  • Lab Notes in Neural Networks and a Brief MATLAB Manual, Diamantaras K., Goulianas K., 2008, pages 113. Lecture Notes in the Department of Information Technology.

  • Numerical Analysis, Theory and Applications”, Goulianas K., 2008, pages 216. Lecture Notes in the Department of Information Technology

  • Exercises in Numerical Analysis using the C language”, Goulianas K., 2008, pages 83. Lecture Notes in the Department of Information Technology.

  • Computational Mathematics”, Adamopoulos M, Goulianas K., 1995, pages 311. Lecture Notes in the Department of Applied Informatics, University of Macedonia, Thessaloniki, Greece.

Member of Scientific & Organization Committees - PAPER ReviEWER

  • Reviewer for the Journal of Computer Mathematics, 2006, 2007.
  • Reviewer for the Journal Information Sciences, 2007.
  • Reviewer for the Central European Journal of Computer Sciences, 2010.
  • Member of the Local Committee of IEEE International Workshop on Machine Learning for Signal Processing, August 27-29 2007.
  • Workshop Chair in ICANN2010 International Conference on Artificial Neural Networks, September 15-18  2010.